Advanced Learning Algorithms

• Week 1

  • Practice quiz: Neural networks intuition
  • Practice quiz: Neural network model
  • Practice quiz: TensorFlow implementation
  • Practice quiz : Neural Networks Implementation in Numpy
  • Optional Labs
    • Neurons and Layers
    • Coffee Roasting
    • Coffee Roasting Using Numpy
  • Programming Assignment
    • Neural Networks for Binary Classification
  
  

• Week 2

  • Practice quiz : Neural Networks Training
  • Practice quiz : Activation Functions
  • Practice quiz : Multiclass Classification
  • Practice quiz : Additional Neural Networks Concepts
  • Optional Labs
    • RElu
    • Softmax
    • Multiclass Classification
  • Programming Assignment
    • Neural Networks For Handwritten Digit Recogonition - Multiclass

• Week 3
  • Practice quiz : Advice for Applying Machine Learning
  • Practice quiz : Bias and Variance
  • Practice quiz : Machine Learning Development Process
  • Programming Assignment
    • Advice for Applied Machine Learning

• Week 4
  • Practice quiz : Decision Trees
  • Practice Quiz : Decision Trees Learning
  • Practice quiz : Decision Trees Ensembles
  • Programming Assignment
    • Decision Trees

Certificate of Completion